{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸生成（Face Generation）\n",
    "在该项目中使用生成式对抗网络（Generative Adversarial Nets）来生成新的人脸图像。  \n",
    "\n",
    "### 获取数据\n",
    "该项目将使用以下数据集：\n",
    "- MNIST\n",
    "- CelebA\n",
    "\n",
    "由于 CelebA 数据集比较复杂，可以先在 MNIST 数据集上测试 GANs 模型，以便更快的评估所建立模型的性能。\n",
    "\n",
    "可以使用 [FloydHub](https://www.floydhub.com/) 来训练网络, 将 `data_dir` 设置为 \"/input\" 并使用 [FloydHub data ID](http://docs.floydhub.com/home/using_datasets/) \"R5KrjnANiKVhLWAkpXhNBe\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting matplotlib==2.0.2\n",
      "  Downloading https://files.pythonhosted.org/packages/60/d4/6b6d8a7a6bc69a1602ab372f6fc6e88ef88a8a96398a1a25edbac636295b/matplotlib-2.0.2-cp36-cp36m-manylinux1_x86_64.whl (14.6MB)\n",
      "\u001b[K    100% |████████████████████████████████| 14.6MB 47kB/s  eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: six>=1.10 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)\n",
      "Requirement already satisfied: pytz in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)\n",
      "Requirement already satisfied: numpy>=1.7.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)\n",
      "Requirement already satisfied: pyparsing!=2.0.0,!=2.0.4,!=2.1.2,!=2.1.6,>=1.5.6 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.6/site-packages/cycler-0.10.0-py3.6.egg (from matplotlib==2.0.2)\n",
      "Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)\n",
      "Installing collected packages: matplotlib\n",
      "  Found existing installation: matplotlib 2.1.0\n",
      "    Uninstalling matplotlib-2.1.0:\n",
      "      Successfully uninstalled matplotlib-2.1.0\n",
      "Successfully installed matplotlib-2.0.2\n",
      "\u001b[33mYou are using pip version 9.0.1, however version 18.0 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Found mnist Data\n",
      "Found celeba Data\n"
     ]
    }
   ],
   "source": [
    "data_dir = '/data'\n",
    "!pip install matplotlib==2.0.2\n",
    "# FloydHub - Use with data ID \"R5KrjnANiKVhLWAkpXhNBe\"\n",
    "# data_dir = '/input'\n",
    "\n",
    "import helper\n",
    "\n",
    "helper.download_extract('mnist', data_dir)\n",
    "helper.download_extract('celeba', data_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 探索数据（Explore the Data）\n",
    "### MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd4280675f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_n_images = 49\n",
    "\n",
    "import os\n",
    "from glob import glob\n",
    "import matplotlib\n",
    "from matplotlib import pyplot\n",
    "print(matplotlib.__version__)\n",
    "%matplotlib inline\n",
    "\n",
    "mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')\n",
    "pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CelebA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd37adab550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_n_images = 25\n",
    "\n",
    "mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')\n",
    "pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 预处理数据（Preprocess the Data）\n",
    "\n",
    "经过数据预处理，MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪掉了非脸部的图像部分，然后调整到 28x28 维度。\n",
    "\n",
    "MNIST 数据集中的图像是单通道的黑白图像，CelebA 数据集中的图像是三通道的 RGB 彩色图像。\n",
    "\n",
    "## 建立神经网络（Build the Neural Network）\n",
    "通过部署以下函数来建立 GANs 的主要组成部分:\n",
    "- `model_inputs`\n",
    "- `discriminator`\n",
    "- `generator`\n",
    "- `model_loss`\n",
    "- `model_opt`\n",
    "- `train`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorFlow Version: 1.3.0\n",
      "Default GPU Device: /gpu:0\n"
     ]
    }
   ],
   "source": [
    "from distutils.version import LooseVersion\n",
    "import warnings\n",
    "import tensorflow as tf\n",
    "\n",
    "# Check TensorFlow Version\n",
    "assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)\n",
    "print('TensorFlow Version: {}'.format(tf.__version__))\n",
    "\n",
    "# Check for a GPU\n",
    "if not tf.test.gpu_device_name():\n",
    "    warnings.warn('No GPU found. Please use a GPU to train your neural network.')\n",
    "else:\n",
    "    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 输入（Input）\n",
    "部署 `model_inputs` 函数以创建用于神经网络的 [占位符 (TF Placeholders)](https://www.tensorflow.org/versions/r0.11/api_docs/python/io_ops/placeholders)。\n",
    "- 输入图像占位符: 使用 `image_width`，`image_height` 和 `image_channels` 设置为 rank 4。\n",
    "- 输入 Z 占位符: 设置为 rank 2，并命名为 `z_dim`。\n",
    "- 学习速率占位符: 设置为 rank 0。\n",
    "\n",
    "返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ERROR:tensorflow:==================================\n",
      "Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):\n",
      "<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>\n",
      "If you want to mark it as used call its \"mark_used()\" method.\n",
      "It was originally created here:\n",
      "['File \"/opt/conda/lib/python3.6/runpy.py\", line 193, in _run_module_as_main\\n    \"__main__\", mod_spec)', 'File \"/opt/conda/lib/python3.6/runpy.py\", line 85, in _run_code\\n    exec(code, run_globals)', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py\", line 16, in <module>\\n    app.launch_new_instance()', 'File \"/opt/conda/lib/python3.6/site-packages/traitlets/config/application.py\", line 658, in launch_instance\\n    app.start()', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel/kernelapp.py\", line 478, in start\\n    self.io_loop.start()', 'File \"/opt/conda/lib/python3.6/site-packages/zmq/eventloop/ioloop.py\", line 177, in start\\n    super(ZMQIOLoop, self).start()', 'File \"/opt/conda/lib/python3.6/site-packages/tornado/ioloop.py\", line 888, in start\\n    handler_func(fd_obj, events)', 'File \"/opt/conda/lib/python3.6/site-packages/tornado/stack_context.py\", line 277, in null_wrapper\\n    return fn(*args, **kwargs)', 'File \"/opt/conda/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py\", line 440, in _handle_events\\n    self._handle_recv()', 'File \"/opt/conda/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py\", line 472, in _handle_recv\\n    self._run_callback(callback, msg)', 'File \"/opt/conda/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py\", line 414, in _run_callback\\n    callback(*args, **kwargs)', 'File \"/opt/conda/lib/python3.6/site-packages/tornado/stack_context.py\", line 277, in null_wrapper\\n    return fn(*args, **kwargs)', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel/kernelbase.py\", line 281, in dispatcher\\n    return self.dispatch_shell(stream, msg)', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel/kernelbase.py\", line 232, in dispatch_shell\\n    handler(stream, idents, msg)', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel/kernelbase.py\", line 397, in execute_request\\n    user_expressions, allow_stdin)', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\\n    res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File \"/opt/conda/lib/python3.6/site-packages/ipykernel/zmqshell.py\", line 533, in run_cell\\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File \"/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py\", line 2728, in run_cell\\n    interactivity=interactivity, compiler=compiler, result=result)', 'File \"/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py\", line 2856, in run_ast_nodes\\n    if self.run_code(code, result):', 'File \"/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py\", line 2910, in run_code\\n    exec(code_obj, self.user_global_ns, self.user_ns)', 'File \"<ipython-input-26-e644676911fa>\", line 22, in <module>\\n    tests.test_model_inputs(model_inputs)', 'File \"/home/workspace/problem_unittests.py\", line 12, in func_wrapper\\n    result = func(*args)', 'File \"/home/workspace/problem_unittests.py\", line 68, in test_model_inputs\\n    _check_input(learn_rate, [], \\'Learning Rate\\')', 'File \"/home/workspace/problem_unittests.py\", line 34, in _check_input\\n    _assert_tensor_shape(tensor, shape, \\'Real Input\\')', 'File \"/home/workspace/problem_unittests.py\", line 20, in _assert_tensor_shape\\n    assert tf.assert_rank(tensor, len(shape), message=\\'{} has wrong rank\\'.format(display_name))', 'File \"/opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py\", line 617, in assert_rank\\n    dynamic_condition, data, summarize)', 'File \"/opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py\", line 571, in _assert_rank_condition\\n    return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File \"/opt/conda/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py\", line 175, in wrapped\\n    return _add_should_use_warning(fn(*args, **kwargs))', 'File \"/opt/conda/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py\", line 144, in _add_should_use_warning\\n    wrapped = TFShouldUseWarningWrapper(x)', 'File \"/opt/conda/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py\", line 101, in __init__\\n    stack = [s.strip() for s in traceback.format_stack()]']\n",
      "==================================\n",
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "import problem_unittests as tests\n",
    "\n",
    "def model_inputs(image_width, image_height, image_channels, z_dim):\n",
    "    \"\"\"\n",
    "    Create the model inputs\n",
    "    :param image_width: The input image width\n",
    "    :param image_height: The input image height\n",
    "    :param image_channels: The number of image channels\n",
    "    :param z_dim: The dimension of Z\n",
    "    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)\n",
    "    \"\"\"\n",
    "    input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels))\n",
    "    input_z = tf.placeholder(tf.float32, (None, z_dim))\n",
    "    lr = tf.placeholder(tf.float32)\n",
    "\n",
    "    return input_real, input_z, lr\n",
    "\n",
    "tests.test_model_inputs(model_inputs)\n",
    "\n",
    "# tensorflow版本过高导致的ERROR。GAN用到的CNN在tf不同的版本间变化很小（不像RNN），对tf版本无要求，忽略即可，对后面的训练和结果无影响。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 辨别器（Discriminator）\n",
    "部署 `discriminator` 函数创建辨别器神经网络以辨别 `images`。该函数应能够重复使用神经网络中的各种变量。 在 [`tf.variable_scope`](https://www.tensorflow.org/api_docs/python/tf/variable_scope) 中使用 \"discriminator\" 的变量空间名来重复使用该函数中的变量。 \n",
    "\n",
    "该函数返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。  \n",
    "* 使用 **batch normalization** 来防止输出值在运用激活函数后饱和而变得很难训练。  \n",
    "* 使用 **Leaky ReLU** 来对抗CNN在结构很深的情况下[梯度消失](https://en.wikipedia.org/wiki/Vanishing_gradient_problem)的现象。  \n",
    "* 在每一层的CNN，都用了一样的filter size。  \n",
    "* 可以在定义tf.layers.conv2d时用**tf.contrib.layers.xavier_initializer()**作为`kernel_initializerparameter`，可以加快训练的收敛。  \n",
    "* 在Leaky ReLU 之后加 **dropout**层，可以防止discriminator只看图片中的特定几块区域而忽略整体来判断是否为真图。运用dropout 在20% 到 50%之间。\n",
    "\n",
    "[tf.variable_scope() 的用法](https://www.imooc.com/article/22966)  \n",
    "[TENSORFLOW变量作用域（VARIABLE SCOPE）](https://www.cnblogs.com/MY0213/p/9208503.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def discriminator(images, reuse=False):\n",
    "    \"\"\"\n",
    "    Create the discriminator network\n",
    "    :param image: Tensor of input image(s), 28x28x3\n",
    "    :param reuse: Boolean if the weights should be reused\n",
    "                  reuse变量可以保证真实图片和生成图片共享辨别器网络的参数\n",
    "    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)\n",
    "    \"\"\"\n",
    "    alpha = 0.2\n",
    "    is_training = True # 表示正在训练阶段，BN层可以进行归一化\n",
    "    with tf.variable_scope('discriminator', reuse=reuse):\n",
    "        x1 = tf.layers.conv2d(images, 64, 3, strides=2, padding='same')\n",
    "        x1 = tf.maximum(alpha*x1, x1)\n",
    "        x1 = tf.layers.dropout(x1, 0.1) # 保留90%，默认在测试阶段不做dropout\n",
    "        # 14x14x64 now\n",
    "\n",
    "        x2 = tf.layers.conv2d(x1, 128, 3, strides=2, padding='same')\n",
    "        x2 = tf.layers.batch_normalization(x2, training=is_training)\n",
    "        x2 = tf.maximum(alpha*x2, x2) # 将经过BN后的值传给激活函数\n",
    "        x2 = tf.layers.dropout(x2, 0.1)\n",
    "        # 7x7x128 now\n",
    "\n",
    "        x3 = tf.layers.conv2d(x2, 256, 3, strides=2, padding='same')\n",
    "        x3 = tf.layers.batch_normalization(x3, training=is_training)\n",
    "        x3 = tf.maximum(alpha*x3, x3)\n",
    "        x3 = tf.layers.dropout(x3, 0.1)\n",
    "        # 4x4x256 now\n",
    "\n",
    "        x4 = tf.reshape(x3, (-1, 4*4*256))\n",
    "        x4 = tf.layers.dense(x4, 256, activation=tf.nn.relu)\n",
    "\n",
    "        logits = tf.layers.dense(x4, 1)\n",
    "        out = tf.sigmoid(logits)\n",
    "\n",
    "    return out, logits\n",
    "\n",
    "tests.test_discriminator(discriminator, tf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成器（Generator）\n",
    "部署 `generator` 函数以使用 `z` 生成图像。该函数应能够重复使用神经网络中的各种变量。\n",
    "在 [`tf.variable_scope`](https://www.tensorflow.org/api_docs/python/tf/variable_scope) 中使用 \"generator\" 的变量空间名来重复使用该函数中的变量。 \n",
    "\n",
    "该函数应返回所生成的 28 x 28 x `out_channel_dim` 维度图像。\n",
    "```\n",
    "generator里，通过padding='valid'可以得到奇数维度。\n",
    "out_height = (in_height - filter_height) / strides + 1\n",
    "如果用的是transpose的话，就是将输入输出反过来，那么公式变成\n",
    "out_height = (in_height - 1) * stride + filter_height\n",
    "选择合适的参数(padding, strides)来设计不同层数的网络。\n",
    "```\n",
    "可以看看[动图](https://github.com/vdumoulin/conv_arithmetic)加深理解。\n",
    "\n",
    "生成网络中每一层都是转置卷积（Transpose convolution）层，常规卷积将宽且浅的层转换为窄且深的层。转置卷积将深而窄的层次转换为宽且浅的层。即生成器开始于这个非常深但很窄的输入向量，在每次转置卷积之后，z变得更宽、更浅，最终的输出形状由训练图像的大小来决定。  \n",
    "转置卷积运算的步幅定义了输出层的大小。在“same”的填充和步幅为2时，输出特征的大小是输入层的两倍。  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def generator(z, out_channel_dim, is_train=True):\n",
    "    \"\"\"\n",
    "    Create the generator network\n",
    "    :param z: Input z (normal distribution)\n",
    "    :param out_channel_dim: The number of channels in the output image\n",
    "    :param is_train: Boolean if generator is being used for training\n",
    "    :return: The tensor output of the generator\n",
    "    \"\"\"\n",
    "    alpha = 0.2\n",
    "    # 生成样本时要共享参数，但训练时不用，所以reuse和is_train的关系是相反的\n",
    "    reuse = not is_train\n",
    "    with tf.variable_scope('generator', reuse=reuse):\n",
    "        x1 = tf.layers.dense(z, 3*3*512)\n",
    "        x1 = tf.reshape(x1, (-1,3,3,512))\n",
    "        x1 = tf.layers.batch_normalization(x1, training=is_train)\n",
    "        x1 = tf.maximum(alpha*x1, x1)\n",
    "        # 3x3x512 now\n",
    "\n",
    "        x2 = tf.layers.conv2d_transpose(x1, 256, 3, strides=2, padding='valid')\n",
    "        x2 = tf.layers.batch_normalization(x2, training=is_train)\n",
    "        x2 = tf.maximum(alpha*x2, x2)\n",
    "        # 7x7x256 now\n",
    "\n",
    "        x3 = tf.layers.conv2d_transpose(x2, 128, 3, strides=2, padding='same')\n",
    "        x3 = tf.layers.batch_normalization(x3, training=is_train)\n",
    "        x3 = tf.maximum(alpha*x3, x3)\n",
    "        # 14x14x64 now\n",
    "\n",
    "        x4 = tf.layers.conv2d_transpose(x3, 64, 3, strides=2, padding='same')\n",
    "        x4 = tf.layers.batch_normalization(x4, training=is_train)\n",
    "        x4 = tf.maximum(alpha*x4, x4)\n",
    "        # 28x28x64 now\n",
    "\n",
    "        # Output layer, 28x28x3\n",
    "        logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 3, strides=1, padding='same')\n",
    "        out = tf.nn.tanh(logits)\n",
    "\n",
    "    return out\n",
    "\n",
    "tests.test_generator(generator, tf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 损失函数（Loss）\n",
    "部署 `model_loss` 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。\n",
    "\n",
    "使用已实现的函数：\n",
    "- `discriminator(images, reuse=False)`\n",
    "- `generator(z, out_channel_dim, is_train=True)`\n",
    "\n",
    "对于d_loss做标签单侧平滑化处理：labels = tf.ones_like(tensor) * (1 - smooth)。[参考](https://arxiv.org/abs/1606.03498)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def model_loss(input_real, input_z, out_channel_dim):\n",
    "    \"\"\"\n",
    "    Get the loss for the discriminator and generator\n",
    "    :param input_real: Images from the real dataset\n",
    "    :param input_z: Z input\n",
    "    :param out_channel_dim: The number of channels in the output image\n",
    "    :return: A tuple of (discriminator loss, generator loss)\n",
    "    \"\"\"\n",
    "    g_out = generator(input_z, out_channel_dim)\n",
    "    d_real_out, d_real_logits = discriminator(input_real)\n",
    "    d_fake_out, d_fake_logits = discriminator(g_out, reuse=True) # 置为True，使用共享参数\n",
    "\n",
    "    smooth = 0.1\n",
    "    d_real_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(\n",
    "                        logits=d_real_logits, labels=tf.ones_like(d_real_logits)*(1-smooth))) # 真实图像标签为1\n",
    "    d_fake_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(\n",
    "                        logits=d_fake_logits, labels=tf.zeros_like(d_fake_logits))) # 生成图像标签为0\n",
    "    d_loss = d_real_loss + d_fake_loss\n",
    "\n",
    "    # 生成器的损失就是生成图像通过辨别器得到的损失，标签为1\n",
    "    g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(\n",
    "                        logits=d_fake_logits, labels=tf.ones_like(d_fake_logits)))\n",
    "\n",
    "    return d_loss, g_loss\n",
    "\n",
    "tests.test_model_loss(model_loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 优化（Optimization）\n",
    "部署 `model_opt` 函数实现对 GANs 的优化。使用 [`tf.trainable_variables`](https://www.tensorflow.org/api_docs/python/tf/trainable_variables) 获取可训练的所有变量。通过变量空间名 `discriminator` 和 `generator` 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。\n",
    "\n",
    "因为构建网络时用到了 `batch normalization`，所以需要用 `tf.control_dependencies` 来按依赖关系指定更新，特别注意先后顺序。   \n",
    "当参数 `is_training=True` 时，BN层的 `moving_mean` 和 `moving_variance` 需要随着训练更新数值，默认情况下，这个更新操作（update_ops）被包含在 `tf.GraphKeys.UPDATE_OPS` 中，所以将其添加到 `g_train_op` 中作为依赖项。否则BN层不会对均值和方差进行更新。\n",
    "\n",
    "[understand UPDATE_OPS](https://stackoverflow.com/questions/48260394/whats-the-differences-between-tf-graphkeys-trainable-variables-and-tf-graphkeys)  \n",
    "[tensorflow中batch normalization的用法](https://www.cnblogs.com/hrlnw/p/7227447.html)  \n",
    "[TENSORFLOW GUIDE: BATCH NORMALIZATION](http://ruishu.io/2016/12/27/batchnorm/)  \n",
    "\n",
    "不使用`tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS))`会出现的问题：  \n",
    "在训练中，很快生成了需要的数字或人脸，但是，g_loss和d_loss一直不稳定，而且到后期，直接丢失了图片中的轮廓。\n",
    "\n",
    "因为model_opt函数把g_opt和d_opt放到with里面，所以train部分跑优化器时喂入的数据要一致，即便有的数据用不上，比如generator不用input_real，但也要feed。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def model_opt(d_loss, g_loss, learning_rate, beta1):\n",
    "    \"\"\"\n",
    "    Get optimization operations\n",
    "    :param d_loss: Discriminator loss Tensor\n",
    "    :param g_loss: Generator loss Tensor\n",
    "    :param learning_rate: Learning Rate Placeholder\n",
    "    :param beta1: The exponential decay rate for the 1st moment in the optimizer\n",
    "    :return: A tuple of (discriminator training operation, generator training operation)\n",
    "    \"\"\"\n",
    "    t_vars = tf.trainable_variables()\n",
    "    g_vars = [var for var in t_vars if var.name.startswith('generator')]\n",
    "    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]\n",
    "\n",
    "    update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "    with tf.control_dependencies(update_ops):\n",
    "        g_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)\n",
    "        d_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)\n",
    "\n",
    "    return d_opt, g_opt\n",
    "\n",
    "tests.test_model_opt(model_opt, tf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练神经网络（Neural Network Training）\n",
    "### 输出显示\n",
    "使用该函数显示生成器 (Generator) 在训练过程中的当前输出，评估 GANs 模型的训练程度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):\n",
    "    \"\"\"\n",
    "    Show example output for the generator\n",
    "    :param sess: TensorFlow session\n",
    "    :param n_images: Number of Images to display\n",
    "    :param input_z: Input Z Tensor\n",
    "    :param out_channel_dim: The number of channels in the output image\n",
    "    :param image_mode: The mode to use for images (\"RGB\" or \"L\")\n",
    "    \"\"\"\n",
    "    cmap = None if image_mode == 'RGB' else 'gray'\n",
    "    z_dim = input_z.get_shape().as_list()[-1]\n",
    "    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])\n",
    "\n",
    "    samples = sess.run(\n",
    "        generator(input_z, out_channel_dim, False),\n",
    "        feed_dict={input_z: example_z})\n",
    "\n",
    "    images_grid = helper.images_square_grid(samples, image_mode)\n",
    "    pyplot.imshow(images_grid, cmap=cmap)\n",
    "    pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 训练\n",
    "部署 `train` 函数以建立并训练 GANs 模型。使用以下函数：\n",
    "- `model_inputs(image_width, image_height, image_channels, z_dim)`\n",
    "- `model_loss(input_real, input_z, out_channel_dim)`\n",
    "- `model_opt(d_loss, g_loss, learning_rate, beta1)`\n",
    "\n",
    "使用 `show_generator_output` 函数显示 `generator` 在训练过程中的输出。\n",
    "\n",
    "在每个批次 (batch) 中运行 `show_generator_output` 函数会显著增加训练时间与该 notebook 的体积。建议每 100 批次输出一次 `generator` 的输出。  \n",
    "\n",
    "因为generator要学习去生成一张逼真的图片，所以generator相比于discriminator要更难训练，可以在一个epoch里面训练生成器两次。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):\n",
    "    \"\"\"\n",
    "    Train the GAN\n",
    "    :param epoch_count: Number of epochs\n",
    "    :param batch_size: Batch Size\n",
    "    :param z_dim: Z dimension\n",
    "    :param learning_rate: Learning Rate\n",
    "    :param beta1: The exponential decay rate for the 1st moment in the optimizer\n",
    "    :param get_batches: Function to get batches\n",
    "    :param data_shape: Shape of the data, (60000, 28, 28, 1)\n",
    "    :param data_image_mode: The image mode to use for images (\"RGB\" or \"L\")\n",
    "    \"\"\"\n",
    "    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[-1], z_dim)\n",
    "    d_loss, g_loss = model_loss(input_real, input_z, data_shape[-1])\n",
    "    d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)\n",
    "\n",
    "    steps = 0\n",
    "    with tf.Session() as sess:\n",
    "        sess.run(tf.global_variables_initializer())\n",
    "        for epoch_i in range(epoch_count):\n",
    "            for batch_images in get_batches(batch_size):\n",
    "                # Train Model\n",
    "                batch_images = batch_images * 2 # (-0.5,0.5) --> (-1,1)\n",
    "                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))\n",
    "\n",
    "                # 喂数据时key和value要用不同的变量名，否则会造成混淆\n",
    "                d_loss_opt = sess.run([d_loss, d_opt], feed_dict={input_real:batch_images, input_z:batch_z, lr:learning_rate})\n",
    "                g_loss_opt = sess.run([g_loss, g_opt], feed_dict={input_real:batch_images, input_z:batch_z, lr:learning_rate})\n",
    "\n",
    "                steps += 1\n",
    "                if steps % 100 == 0:\n",
    "                    print(\"Epoch {}/{}...\".format(epoch_i+1, epoch_count),\n",
    "                          \"Batch {}...\".format(steps//100),\n",
    "                          \"Discriminator Loss: {:.4f}...\".format(d_loss_opt[0]),\n",
    "                          \"Generator Loss: {:.4f}\".format(g_loss_opt[0]))\n",
    "\n",
    "            steps = 0\n",
    "            sample_z = tf.placeholder(tf.float32, (batch_size, z_dim))\n",
    "            show_generator_output(sess, batch_size, sample_z, data_shape[-1], data_image_mode)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MNIST\n",
    "先在 MNIST 上测试 GANs 模型。经过 2 次迭代，GANs 能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失，或接近 0。  \n",
    "\n",
    "[【Tensorflow】tf.Graph()函数](https://blog.csdn.net/zj360202/article/details/78539464)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/3... Batch 1... Discriminator Loss: 0.0320... Generator Loss: 3.5421\n",
      "Epoch 1/3... Batch 2... Discriminator Loss: 1.0423... Generator Loss: 0.7425\n",
      "Epoch 1/3... Batch 3... Discriminator Loss: 0.9251... Generator Loss: 0.5125\n",
      "Epoch 1/3... Batch 4... Discriminator Loss: 0.6632... Generator Loss: 1.0016\n",
      "Epoch 1/3... Batch 5... Discriminator Loss: 0.8139... Generator Loss: 0.4078\n",
      "Epoch 1/3... Batch 6... Discriminator Loss: 0.5263... Generator Loss: 0.8009\n",
      "Epoch 1/3... Batch 7... Discriminator Loss: 0.8743... Generator Loss: 0.8310\n",
      "Epoch 1/3... Batch 8... Discriminator Loss: 0.8146... Generator Loss: 0.6513\n",
      "Epoch 1/3... Batch 9... Discriminator Loss: 0.8249... Generator Loss: 0.8258\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3bc93cb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2/3... Batch 1... Discriminator Loss: 0.6736... Generator Loss: 0.8354\n",
      "Epoch 2/3... Batch 2... Discriminator Loss: 0.8525... Generator Loss: 1.2555\n",
      "Epoch 2/3... Batch 3... Discriminator Loss: 0.7649... Generator Loss: 1.1720\n",
      "Epoch 2/3... Batch 4... Discriminator Loss: 0.6547... Generator Loss: 0.6629\n",
      "Epoch 2/3... Batch 5... Discriminator Loss: 0.6630... Generator Loss: 0.7891\n",
      "Epoch 2/3... Batch 6... Discriminator Loss: 1.2134... Generator Loss: 2.9325\n",
      "Epoch 2/3... Batch 7... Discriminator Loss: 0.9771... Generator Loss: 0.4256\n",
      "Epoch 2/3... Batch 8... Discriminator Loss: 0.7035... Generator Loss: 0.5856\n",
      "Epoch 2/3... Batch 9... Discriminator Loss: 2.7686... Generator Loss: 0.0981\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3bc958080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/3... Batch 1... Discriminator Loss: 0.6955... Generator Loss: 1.3688\n",
      "Epoch 3/3... Batch 2... Discriminator Loss: 0.8194... Generator Loss: 1.6674\n",
      "Epoch 3/3... Batch 3... Discriminator Loss: 0.8235... Generator Loss: 0.5234\n",
      "Epoch 3/3... Batch 4... Discriminator Loss: 0.6210... Generator Loss: 0.7740\n",
      "Epoch 3/3... Batch 5... Discriminator Loss: 0.5772... Generator Loss: 1.2164\n",
      "Epoch 3/3... Batch 6... Discriminator Loss: 0.6960... Generator Loss: 1.5274\n",
      "Epoch 3/3... Batch 7... Discriminator Loss: 0.6557... Generator Loss: 0.6320\n",
      "Epoch 3/3... Batch 8... Discriminator Loss: 0.8447... Generator Loss: 0.4863\n",
      "Epoch 3/3... Batch 9... Discriminator Loss: 0.7417... Generator Loss: 0.7069\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd378279390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch_size = 64\n",
    "z_dim = 100\n",
    "learning_rate = 0.0001\n",
    "beta1 = 0.3\n",
    "\n",
    "epochs = 3\n",
    "\n",
    "mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))\n",
    "with tf.Graph().as_default():\n",
    "    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,\n",
    "          mnist_dataset.shape, mnist_dataset.image_mode)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CelebA\n",
    "在 CelebA 上运行 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟，可以当 GANs 开始产生真实人脸图像时停止它。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/3... Batch 1... Discriminator Loss: 0.2625... Generator Loss: 2.5323\n",
      "Epoch 1/3... Batch 2... Discriminator Loss: 0.1678... Generator Loss: 3.0900\n",
      "Epoch 1/3... Batch 3... Discriminator Loss: 0.1465... Generator Loss: 3.3434\n",
      "Epoch 1/3... Batch 4... Discriminator Loss: 0.1473... Generator Loss: 3.3311\n",
      "Epoch 1/3... Batch 5... Discriminator Loss: 0.2078... Generator Loss: 3.2176\n",
      "Epoch 1/3... Batch 6... Discriminator Loss: 0.1737... Generator Loss: 3.1821\n",
      "Epoch 1/3... Batch 7... Discriminator Loss: 0.2055... Generator Loss: 3.1763\n",
      "Epoch 1/3... Batch 8... Discriminator Loss: 0.1911... Generator Loss: 3.2104\n",
      "Epoch 1/3... Batch 9... Discriminator Loss: 0.2108... Generator Loss: 3.3420\n",
      "Epoch 1/3... Batch 10... Discriminator Loss: 0.3705... Generator Loss: 2.6886\n",
      "Epoch 1/3... Batch 11... Discriminator Loss: 0.4247... Generator Loss: 2.1525\n",
      "Epoch 1/3... Batch 12... Discriminator Loss: 0.3173... Generator Loss: 2.8560\n",
      "Epoch 1/3... Batch 13... Discriminator Loss: 0.2757... Generator Loss: 3.1127\n",
      "Epoch 1/3... Batch 14... Discriminator Loss: 0.5424... Generator Loss: 2.2594\n",
      "Epoch 1/3... Batch 15... Discriminator Loss: 0.2939... Generator Loss: 3.2685\n",
      "Epoch 1/3... Batch 16... Discriminator Loss: 0.3614... Generator Loss: 2.7697\n",
      "Epoch 1/3... Batch 17... Discriminator Loss: 0.5561... Generator Loss: 1.7968\n",
      "Epoch 1/3... Batch 18... Discriminator Loss: 0.4169... Generator Loss: 2.2658\n",
      "Epoch 1/3... Batch 19... Discriminator Loss: 0.4983... Generator Loss: 2.0539\n",
      "Epoch 1/3... Batch 20... Discriminator Loss: 0.4734... Generator Loss: 2.1545\n",
      "Epoch 1/3... Batch 21... Discriminator Loss: 0.4643... Generator Loss: 2.2187\n",
      "Epoch 1/3... Batch 22... Discriminator Loss: 0.5121... Generator Loss: 2.3354\n",
      "Epoch 1/3... Batch 23... Discriminator Loss: 0.5121... Generator Loss: 2.4144\n",
      "Epoch 1/3... Batch 24... Discriminator Loss: 0.4622... Generator Loss: 2.2372\n",
      "Epoch 1/3... Batch 25... Discriminator Loss: 0.5508... Generator Loss: 2.1695\n",
      "Epoch 1/3... Batch 26... Discriminator Loss: 0.5533... Generator Loss: 2.0508\n",
      "Epoch 1/3... Batch 27... Discriminator Loss: 0.7203... Generator Loss: 1.4552\n",
      "Epoch 1/3... Batch 28... Discriminator Loss: 0.3123... Generator Loss: 2.8028\n",
      "Epoch 1/3... Batch 29... Discriminator Loss: 0.9078... Generator Loss: 1.2515\n",
      "Epoch 1/3... Batch 30... Discriminator Loss: 0.7136... Generator Loss: 1.4903\n",
      "Epoch 1/3... Batch 31... Discriminator Loss: 0.5247... Generator Loss: 2.1348\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3590a6b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2/3... Batch 1... Discriminator Loss: 0.7684... Generator Loss: 1.4642\n",
      "Epoch 2/3... Batch 2... Discriminator Loss: 0.9139... Generator Loss: 1.3660\n",
      "Epoch 2/3... Batch 3... Discriminator Loss: 0.6200... Generator Loss: 1.7662\n",
      "Epoch 2/3... Batch 4... Discriminator Loss: 0.7492... Generator Loss: 1.9556\n",
      "Epoch 2/3... Batch 5... Discriminator Loss: 1.1176... Generator Loss: 1.0787\n",
      "Epoch 2/3... Batch 6... Discriminator Loss: 0.6116... Generator Loss: 1.7309\n",
      "Epoch 2/3... Batch 7... Discriminator Loss: 0.7714... Generator Loss: 1.7705\n",
      "Epoch 2/3... Batch 8... Discriminator Loss: 0.8345... Generator Loss: 1.2918\n",
      "Epoch 2/3... Batch 9... Discriminator Loss: 0.8433... Generator Loss: 1.3165\n",
      "Epoch 2/3... Batch 10... Discriminator Loss: 0.9675... Generator Loss: 1.5423\n",
      "Epoch 2/3... Batch 11... Discriminator Loss: 0.9000... Generator Loss: 1.1689\n",
      "Epoch 2/3... Batch 12... Discriminator Loss: 1.0404... Generator Loss: 1.2742\n",
      "Epoch 2/3... Batch 13... Discriminator Loss: 0.8880... Generator Loss: 1.2371\n",
      "Epoch 2/3... Batch 14... Discriminator Loss: 0.9382... Generator Loss: 1.1802\n",
      "Epoch 2/3... Batch 15... Discriminator Loss: 0.9470... Generator Loss: 1.3828\n",
      "Epoch 2/3... Batch 16... Discriminator Loss: 1.0331... Generator Loss: 1.2141\n",
      "Epoch 2/3... Batch 17... Discriminator Loss: 0.9366... Generator Loss: 1.2256\n",
      "Epoch 2/3... Batch 18... Discriminator Loss: 0.9449... Generator Loss: 1.4387\n",
      "Epoch 2/3... Batch 19... Discriminator Loss: 0.9688... Generator Loss: 1.2659\n",
      "Epoch 2/3... Batch 20... Discriminator Loss: 1.1293... Generator Loss: 1.1819\n",
      "Epoch 2/3... Batch 21... Discriminator Loss: 0.7879... Generator Loss: 1.3860\n",
      "Epoch 2/3... Batch 22... Discriminator Loss: 0.8744... Generator Loss: 1.5823\n",
      "Epoch 2/3... Batch 23... Discriminator Loss: 0.9681... Generator Loss: 1.2185\n",
      "Epoch 2/3... Batch 24... Discriminator Loss: 1.0665... Generator Loss: 1.1162\n",
      "Epoch 2/3... Batch 25... Discriminator Loss: 0.9649... Generator Loss: 1.1972\n",
      "Epoch 2/3... Batch 26... Discriminator Loss: 0.8698... Generator Loss: 1.3030\n",
      "Epoch 2/3... Batch 27... Discriminator Loss: 1.0429... Generator Loss: 1.0920\n",
      "Epoch 2/3... Batch 28... Discriminator Loss: 0.9232... Generator Loss: 1.3102\n",
      "Epoch 2/3... Batch 29... Discriminator Loss: 1.0017... Generator Loss: 1.1981\n",
      "Epoch 2/3... Batch 30... Discriminator Loss: 1.0532... Generator Loss: 0.9373\n",
      "Epoch 2/3... Batch 31... Discriminator Loss: 1.1129... Generator Loss: 1.1344\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd34cec83c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/3... Batch 1... Discriminator Loss: 0.9061... Generator Loss: 1.2439\n",
      "Epoch 3/3... Batch 2... Discriminator Loss: 0.8813... Generator Loss: 1.5356\n",
      "Epoch 3/3... Batch 3... Discriminator Loss: 1.0443... Generator Loss: 1.1565\n",
      "Epoch 3/3... Batch 4... Discriminator Loss: 1.0864... Generator Loss: 1.2834\n",
      "Epoch 3/3... Batch 5... Discriminator Loss: 0.9712... Generator Loss: 1.2590\n",
      "Epoch 3/3... Batch 6... Discriminator Loss: 0.9206... Generator Loss: 1.2695\n",
      "Epoch 3/3... Batch 7... Discriminator Loss: 0.9336... Generator Loss: 1.2499\n",
      "Epoch 3/3... Batch 8... Discriminator Loss: 0.9851... Generator Loss: 1.3037\n",
      "Epoch 3/3... Batch 9... Discriminator Loss: 1.0204... Generator Loss: 1.2361\n",
      "Epoch 3/3... Batch 10... Discriminator Loss: 0.8893... Generator Loss: 1.2954\n",
      "Epoch 3/3... Batch 11... Discriminator Loss: 1.1164... Generator Loss: 1.0203\n",
      "Epoch 3/3... Batch 12... Discriminator Loss: 1.0747... Generator Loss: 1.1618\n",
      "Epoch 3/3... Batch 13... Discriminator Loss: 0.8872... Generator Loss: 1.2474\n",
      "Epoch 3/3... Batch 14... Discriminator Loss: 1.0012... Generator Loss: 1.0954\n",
      "Epoch 3/3... Batch 15... Discriminator Loss: 0.8938... Generator Loss: 1.2520\n",
      "Epoch 3/3... Batch 16... Discriminator Loss: 1.0184... Generator Loss: 1.1562\n",
      "Epoch 3/3... Batch 17... Discriminator Loss: 1.1192... Generator Loss: 0.9648\n",
      "Epoch 3/3... Batch 18... Discriminator Loss: 0.8425... Generator Loss: 1.4537\n",
      "Epoch 3/3... Batch 19... Discriminator Loss: 0.8156... Generator Loss: 1.3935\n",
      "Epoch 3/3... Batch 20... Discriminator Loss: 1.2058... Generator Loss: 1.0563\n",
      "Epoch 3/3... Batch 21... Discriminator Loss: 0.9069... Generator Loss: 1.2332\n",
      "Epoch 3/3... Batch 22... Discriminator Loss: 0.8644... Generator Loss: 1.3219\n",
      "Epoch 3/3... Batch 23... Discriminator Loss: 1.0001... Generator Loss: 1.0949\n",
      "Epoch 3/3... Batch 24... Discriminator Loss: 0.9005... Generator Loss: 1.2134\n",
      "Epoch 3/3... Batch 25... Discriminator Loss: 1.0936... Generator Loss: 1.1396\n",
      "Epoch 3/3... Batch 26... Discriminator Loss: 0.9063... Generator Loss: 1.3679\n",
      "Epoch 3/3... Batch 27... Discriminator Loss: 0.8866... Generator Loss: 1.2637\n",
      "Epoch 3/3... Batch 28... Discriminator Loss: 0.7327... Generator Loss: 1.4882\n",
      "Epoch 3/3... Batch 29... Discriminator Loss: 1.0820... Generator Loss: 1.0135\n"
     ]
    }
   ],
   "source": [
    "batch_size = 64\n",
    "z_dim = 100\n",
    "learning_rate = 0.000015\n",
    "beta1 = 0.3\n",
    "\n",
    "\"\"\"\n",
    "DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE\n",
    "\"\"\"\n",
    "epochs = 3\n",
    "\n",
    "celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))\n",
    "with tf.Graph().as_default():\n",
    "    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,\n",
    "          celeba_dataset.shape, celeba_dataset.image_mode)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "比较好的效果是：刚开始生成器的损失大于辨别器的损失，然后两者损失持平，最后生成器的损失小于辨别器的损失。\n",
    "\n",
    "生成的图片很模糊（即使g_loss很小），是因为喂的图像数据batch_images的范围是[-0.5,0.5]，而生成器的输出图像范围是[-1,1]。  \n",
    "\n",
    "从经验上看，学习率设置为 0.0001 - 0.0005 效果比较好。betal在范围0.1到0.3结果比较好。  \n",
    "如果想生成更多样化的人脸，可以增加z的维度，尝试100到200维之间的值来对比结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
